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. 2019 Mar 7;13:95. doi: 10.3389/fnins.2019.00095

Table 1.

Results for CIFAR-10 dataset.

Network architecture ANN error (%) SNN error (%) Error increment (%)
4-layered networks (Cao et al., 2015)
(Input cropped to 24 x 24)
20.88 22.57 1.69
3-layered networks (Esser et al., 2016) 10.68
8-layered networks (Hunsberger and Eliasmith, 2016)
(Input cropped to 24 x 24)
16.28 16.46 0.18
6-layered networks (Rueckauer et al., 2017) 8.09 9.15 1.06
VGG-16
(ANN model based conversion)
8.3 8.54 0.24
VGG-16
(SPIKE-NORM)
8.3 8.45 0.15